Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Moral Argument
2,863 comments
So Sad, Canada is a Beautiful country.
So Sad, Canada is a Beautiful country.
Expresses sadness about Canada's situation while affirming the country's beauty, blending emotional concern with national pride.
@DrZubairulIslam
Mar 4, 2025
No matter what either of you guys saying no one never helps the low class point blank.
No matter what either of you guys saying no one never helps the low class point blank.
Appeals to fairness and justice by claiming the working class is systematically neglected by both speakers/politicians.
@FLEX.609
Mar 4, 2025
Huge respect to ?? from ?? open up more trade deals with those of us that give a shit about the world and dictators in it
Huge respect to ?? from ?? open up more trade deals with those of us that give a shit about the world and dictators in it
Appeals to ethical principles (caring about the world, opposing dictators) while implicitly urging support for trade policies aligned with these values.
@67smilerify
Mar 4, 2025
My curse is always for Canada
My curse is always for Canada
Expresses a curse/condemnation of Canada, framed as a moral judgment about the country's direction.
Moral Argument
0.72
@asrafulhaque6295
Mar 4, 2025
What an excellent and intelligent speech.... alas addressing a USA nation with a disproportionately high proportion of morons, it would seem?!
What an excellent and intelligent speech.... alas addressing a USA nation with a disproportionately high proportion of morons, it would seem?!
Praises the speech as intelligent while making a disparaging moral judgment about the audience's capacity for reason.
@moonhand8311
Mar 4, 2025
Nobody engadges in more extortion then the government, it's the government's main racket.
Nobody engadges in more extortion then the government, it's the government's main racket.
Makes an ethical claim that government engages in systemic extortion as its primary function.
Moral Argument
0.72
@Jeffveldhuizen-l2q
Feb 19, 2026
17:04 power hungry communists
17:04 power hungry communists
Ideological critique labeling political actors as 'power hungry communists,' appealing to political values.
Moral Argument
0.72
hotrodplumber
Feb 17, 2026
Listen all over the world react to Donald Trump. Looking at in the old testement how God punish His people. United States now loosing the free world leader now. It's a shame. I'm not sure …
Listen all over the world react to Donald Trump. Looking at in the old testement how God punish His people. United States now loosing the free world leader now. It's a shame. I'm not sure who is the dictator now. A free world leader not speaking like a 6 years old kit. America is a christian country, American should speak or talking like a christian, not talk like evil.
Appeals to religious and moral principles, arguing that American leadership should reflect Christian values and dignity.
@sidneymoua6248
Mar 4, 2025
Dear White People, This is a direct result of your own actions. Capitalist colonial imperialism led to this. Own it! Enjoy
Dear White People,
This is a direct result of your own actions. Capitalist colonial imperialism led to this. Own it! Enjoy
Appeals to historical justice and moral accountability for colonialism and capitalism, framed as addressing root causes of migration.
LightSaber12345
Jan 27, 2026
Trump is a prostitute.
Trump is a prostitute.
Insult characterizing Trump as corrupt/immoral through metaphor, appealing to ethical judgment without substantive policy discussion.
Moral Argument
0.72
@MrJoeblofromidaho
Mar 4, 2025
TRUMP and the GOP = dangerous evil
TRUMP and the GOP = dangerous evil
Makes a moral condemnation of Trump and the GOP using strong language ('dangerous evil'), framing them as a threat.
@PeepsWaxPacks
Mar 4, 2025
Is this the guy that gave the truckers the shaft? The one against human rights for his own, only for others. Yes, I would take him very seriously. \n\nClowns in the comment section that seems …
Is this the guy that gave the truckers the shaft? The one against human rights for his own, only for others. Yes, I would take him very seriously. \n\nClowns in the comment section that seems to all be working from home, on US government payroll. Reading the same script, they were sent from their old covid handlers in the agency.
Attacks Trudeau's moral credibility on human rights while making an unverified conspiracy claim about commenters being paid government operatives.
@PexPac-l8m
Mar 4, 2025
I don't believe Donald Trump will succeed in everything he chooses to, instead American people will suffer
I don't believe Donald Trump will succeed in everything he chooses to, instead American people will suffer
Commenter expresses concern about Trump's policies harming Americans, framed as a moral concern about suffering.
@JemiMbithi
Mar 5, 2025
I wonder how Trump groupies feel now and about what has transpired under Trump's brief but tumultuous reign? It's peculiar how they thought that they would be excluded from suffering ?.
I wonder how Trump groupies feel now and about what has transpired under Trump's brief but tumultuous reign? It's peculiar how they thought that they would be excluded from suffering ?.
Questions Trump supporters' judgment by pointing out the negative consequences of his presidency, appealing to fairness and accountability.
@NatTurnergrandsonChrisdorner
Mar 4, 2025
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
Condemns racism in the video and comments as ethically wrong, calling out commenters as 'jokers' for their positions.
AmuRandhawa77
Jan 28, 2026
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Expresses concern about global peace and makes a moral judgment about Trump's character, with implicit comparison between his intelligence and potential negative outcomes.
@TheedaWindows
Mar 4, 2025
Trump is much like someone with mental illness becoming an arsonist. He wants to burn things. He will burn his VPs. He will burn his friends. He will burn his allies. He burns the closest …
Trump is much like someone with mental illness becoming an arsonist. He wants to burn things. He will burn his VPs. He will burn his friends. He will burn his allies. He burns the closest of ties. He is actively burning his own supports, one group at a time. He is an arsonist of sorts. He likes to watch things burn...
Uses metaphorical language to critique Trump's character and destructive behavior as morally reprehensible.
@WolfSpiritMan
Mar 4, 2025
We may be under severe economic pressure, but we will not bow to the decisions of a foolish president. We made a mistake when we were overconfident in America, the fight that doesn't break your …
We may be under severe economic pressure, but we will not bow to the decisions of a foolish president. We made a mistake when we were overconfident in America, the fight that doesn't break your back makes you stronger.
Appeals to principles of resilience and strength in face of adversity, framing Canada's position as ethically principled against foolish leadership.
@ahmedchehbi2303
Mar 4, 2025
Rights and freedoms , this is an insult to the KINGs Law .
Rights and freedoms , this is an insult to the KINGs Law .
Appeals to constitutional rights and law as moral grounds for opposing current immigration policy.
sameeralijamal6932
Jan 20, 2026
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Critiques perceived hypocrisy regarding democracy and national identity, framing it as a moral inconsistency.
Papajiaapke
Feb 17, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)